A dataset for 12 Iranian weed species including Anthemis arvensis, Malva Sylvestris, Oxalis corniculata, Prosopis farcta, Tribulus terrestris, Cuscuta, Euphorbia helioscopia, Urtica dioica, Artemisia annua, Phragmites australis, Anchusa italica Retz, and Setaria; is provided and several Deep Learning pre-trained models are utilized for the multi-class classification task.